{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0a8b2cd9-8158-496e-b27f-927021d9a10c",
   "metadata": {},
   "source": [
    "# 线性灰度变换\n",
    "下面代码首先定义了两个函数，然后通过示例展示如何使用函数来进行线性灰度转换。\n",
    "\n",
    "**get_gray_range函数**用于获取图像的灰度范围，范围下限为图像中每个像素块的最小灰度值，范围上限为每个像素块的最大灰度值。该函数对图像中每个像素块进行遍历，然后取出最大灰度值和最小值灰度值。\n",
    "\n",
    "**linear_gray_transform函数**用于对图像进行线性灰度变换。遍历图像中的每个像素块，然后对每个像素块的灰度值按照转换公式\n",
    "$$g(x,y)=\\frac{d - c}{b - a}[f(x,y)-a]+c$$\n",
    "进行线性灰度变换。\n",
    "\n",
    "其中，\n",
    "\n",
    "原图像的灰度范围是$[a,b]$，若未传入，则调用get_gray_range函数自动获取。\n",
    "\n",
    "想要将其拉伸或压缩到新的范围$[c,d]$，如果未传入，则默认为0\\~255."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a61a8545-f398-4c05-9238-feac46891e44",
   "metadata": {},
   "outputs": [],
   "source": [
    "import math  # 导入所需的库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7c274f42-c652-4cd1-88c8-e4358274aebc",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_gray_range(image):\n",
    "    \"\"\"\n",
    "    获取图像的灰度范围（最小值和最大值）\n",
    "    :param image: 二维列表表示的图像，元素为像素灰度值\n",
    "    :return: 灰度最小值和最大值\n",
    "    \"\"\"\n",
    "    min_gray = 255\n",
    "    max_gray = 0\n",
    "    for row in image:\n",
    "        for pixel in row:\n",
    "            min_gray = min(min_gray, pixel)\n",
    "            max_gray = max(max_gray, pixel)\n",
    "    return min_gray, max_gray\n",
    "\n",
    "\n",
    "def linear_gray_transform(image, a=None, b=None, c=0, d=255):\n",
    "    \"\"\"\n",
    "    对图像进行线性灰度变换\n",
    "    :param image: 二维列表表示的图像，元素为像素灰度值\n",
    "    :param a: 原图像灰度范围的最小值，如果为None则自动获取\n",
    "    :param b: 原图像灰度范围的最大值，如果为None则自动获取\n",
    "    :param c: 目标灰度范围的最小值，默认为0\n",
    "    :param d: 目标灰度范围的最大值，默认为255\n",
    "    :return: 线性灰度变换后的图像（二维列表形式）\n",
    "    \"\"\"\n",
    "    if a is None or b is None:\n",
    "        a, b = get_gray_range(image)\n",
    "    height = len(image)\n",
    "    width = len(image[0])\n",
    "    t_image = [[0 for _ in range(width)] for _ in range(height)]\n",
    "    # 对图像的每个像素进行线性灰度变换\n",
    "    for y in range(height):\n",
    "        for x in range(width):\n",
    "            pixel_value = image[y][x]\n",
    "            new_value = ((pixel_value - a) / (b - a)) * (d - c) + c\n",
    "            # 限制灰度值在0 - 255的范围内\n",
    "            new_value = math.floor(max(0, min(new_value, 255)))\n",
    "            t_image[y][x] = new_value\n",
    "    return t_image"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a8c5cdc-6708-4f4a-9b62-3786bbc0e26f",
   "metadata": {},
   "source": [
    "# 示例用法"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e9b13e8-9e92-4311-ba27-012007ccdffc",
   "metadata": {},
   "source": [
    "### 对模拟的一个简单3x3的灰度图像进行灰度变换："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "463b03cd-4dd9-4752-924b-206e48560de1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0, 31, 63], [95, 127, 159], [191, 223, 255]]\n"
     ]
    }
   ],
   "source": [
    "image = [\n",
    "    [10, 20, 30],\n",
    "    [40, 50, 60],\n",
    "    [70, 80, 90]\n",
    "]\n",
    "transformed_image = linear_gray_transform(image)  # 将图像灰度线性变换到0~255范围内\n",
    "print(transformed_image)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37af8cea-0dbb-4c31-81a7-b99c9ebb37d9",
   "metadata": {},
   "source": [
    "### 对图像进行线性灰度变换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5a3dd193-2db7-497b-8217-018b20713c99",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55c61ab8-7374-4ccd-91ea-7630a4189b55",
   "metadata": {},
   "source": [
    "opencv-python库用于读取图像并转换为灰度矩阵，如果没有安装，可以通过命令pip install opencv-python进行安装"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "2f7e6bc2-e42a-44b5-b15b-f480b746d810",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取图像（以灰度图模式读取）\n",
    "image = cv2.imread(\"flower.jpg\", 0)\n",
    "# 目标灰度范围\n",
    "c = 200\n",
    "d = 255\n",
    "# 进行线性灰度变换\n",
    "transformed_image = linear_gray_transform(image=image, c=c, d=d)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "057b5a48-f5e5-44b5-b40b-304749b8c71f",
   "metadata": {},
   "source": [
    "根据灰度矩阵绘制出灰度图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ec5a4f2d-21cf-4ce9-a367-bd01a87e0ac8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.imshow(image, cmap='gray')\n",
    "plt.title('Original Image')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.imshow(transformed_image, cmap='gray')\n",
    "plt.title('Transformed Image')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3997c34b-b230-484c-853e-f72d38d6b71f",
   "metadata": {},
   "source": [
    "如果觉得灰度差异不明显，可以更改代码中的c和d参数来调整转换到的灰度范围。可以看到，转换后的图像变暗了。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
